{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Implementing the Partial Convolution Layer\n",
    "One of the pillars of the paper is the partial convolution layer, which we'll have to implement in Keras. We'll base the new layer off the current Convolution2D layer already in Keras, and then introduce the mask, so that in our PConv2D layer a tuple of (img, mask) is passed, and a tuple of (conv_img, conv_mask) is returned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "from copy import deepcopy\n",
    "import cv2\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from keras.layers import Input, Dense\n",
    "from keras.models import Model\n",
    "\n",
    "# Import modules from libs/ directory\n",
    "from libs.pconv_layer import PConv2D\n",
    "from libs.util import random_mask\n",
    "\n",
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "??PConv2D"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing\n",
    "\n",
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of image is: (639, 960, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load image\n",
    "img = cv2.imread('./data/sample_image.jpg')\n",
    "img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "shape = img.shape\n",
    "print(f\"Shape of image is: {shape}\")\n",
    "\n",
    "# Load mask\n",
    "mask = random_mask(shape[0], shape[1])\n",
    "\n",
    "# Image + mask\n",
    "masked_img = deepcopy(img)\n",
    "masked_img[mask==0] = 255\n",
    "\n",
    "# Show side by side\n",
    "_, axes = plt.subplots(1, 3, figsize=(20, 5))\n",
    "axes[0].imshow(img)\n",
    "axes[1].imshow(mask*255)\n",
    "axes[2].imshow(masked_img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implement Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, 639, 960, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "input_2 (InputLayer)            (None, 639, 960, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_1 (PConv2D)            [(None, 317, 477, 8) 1184        input_1[0][0]                    \n",
      "                                                                 input_2[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_2 (PConv2D)            [(None, 157, 237, 16 3216        p_conv2d_1[0][0]                 \n",
      "                                                                 p_conv2d_1[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_3 (PConv2D)            [(None, 77, 117, 32) 12832       p_conv2d_2[0][0]                 \n",
      "                                                                 p_conv2d_2[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_4 (PConv2D)            [(None, 38, 58, 64), 18496       p_conv2d_3[0][0]                 \n",
      "                                                                 p_conv2d_3[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_5 (PConv2D)            [(None, 18, 28, 64), 36928       p_conv2d_4[0][0]                 \n",
      "                                                                 p_conv2d_4[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_6 (PConv2D)            [(None, 8, 13, 64),  36928       p_conv2d_5[0][0]                 \n",
      "                                                                 p_conv2d_5[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_7 (PConv2D)            [(None, 3, 6, 64), ( 36928       p_conv2d_6[0][0]                 \n",
      "                                                                 p_conv2d_6[0][1]                 \n",
      "__________________________________________________________________________________________________\n",
      "p_conv2d_8 (PConv2D)            [(None, 1, 2, 64), ( 36928       p_conv2d_7[0][0]                 \n",
      "                                                                 p_conv2d_7[0][1]                 \n",
      "==================================================================================================\n",
      "Total params: 183,440\n",
      "Trainable params: 183,440\n",
      "Non-trainable params: 0\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Input images and masks\n",
    "input_img = Input(shape=(shape[0], shape[1], shape[2],))\n",
    "input_mask = Input(shape=(shape[0], shape[1], shape[2],))\n",
    "output_img, output_mask1 = PConv2D(8, kernel_size=(7,7), strides=(2,2))([input_img, input_mask])\n",
    "output_img, output_mask2 = PConv2D(16, kernel_size=(5,5), strides=(2,2))([output_img, output_mask1])\n",
    "output_img, output_mask3 = PConv2D(32, kernel_size=(5,5), strides=(2,2))([output_img, output_mask2])\n",
    "output_img, output_mask4 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask3])\n",
    "output_img, output_mask5 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask4])\n",
    "output_img, output_mask6 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask5])\n",
    "output_img, output_mask7 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask6])\n",
    "output_img, output_mask8 = PConv2D(64, kernel_size=(3,3), strides=(2,2))([output_img, output_mask7])\n",
    "\n",
    "\n",
    "# Create model\n",
    "model = Model(\n",
    "    inputs=[input_img, input_mask], \n",
    "    outputs=[\n",
    "        output_img, output_mask1, output_mask2, \n",
    "        output_mask3, output_mask4, output_mask5,\n",
    "        output_mask6, output_mask7, output_mask8\n",
    "    ])\n",
    "model.compile(optimizer='rmsprop', loss='categorical_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# Show summary of the model\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check mask layer updates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original Mask Shape: (1, 639, 960, 3) - Max: 1\n"
     ]
    }
   ],
   "source": [
    "formatted_img = np.expand_dims(masked_img, 0) / 255\n",
    "formatted_mask = np.expand_dims(mask, 0)\n",
    "print(f\"Original Mask Shape: {formatted_mask.shape} - Max value in mask: {np.max(formatted_mask)}\")\n",
    "\n",
    "output_img, o1, o2, o3, o4, o5, o6, o7, o8 = model.predict([formatted_img, formatted_mask])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, axes = plt.subplots(2, 4, figsize=(20, 10))\n",
    "axes[0][0].imshow(o1[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][1].imshow(o2[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][2].imshow(o3[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][3].imshow(o4[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][0].imshow(o5[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][1].imshow(o6[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][2].imshow(o7[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[1][3].imshow(o8[0, :,:, 0], cmap = 'gray', vmin=0, vmax=1)\n",
    "axes[0][0].set_title(f\"Shape: {o1.shape}\")\n",
    "axes[0][1].set_title(f\"Shape: {o2.shape}\")\n",
    "axes[0][2].set_title(f\"Shape: {o3.shape}\")\n",
    "axes[0][3].set_title(f\"Shape: {o4.shape}\")\n",
    "axes[1][0].set_title(f\"Shape: {o5.shape}\")\n",
    "axes[1][1].set_title(f\"Shape: {o6.shape}\")\n",
    "axes[1][2].set_title(f\"Shape: {o7.shape}\")\n",
    "axes[1][3].set_title(f\"Shape: {o8.shape}\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "This looks exactly like it's supposed to - the further down we do in the network, the less significant the masking gets."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Tensorflow 1.8",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
